Overview

Dataset statistics

Number of variables11
Number of observations40374
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory3.4 MiB
Average record size in memory88.0 B

Variable types

Numeric7
Text2
Categorical1
DateTime1

Alerts

patient_id has unique valuesUnique
usefulCount has 2185 (5.4%) zerosZeros

Reproduction

Analysis started2024-10-07 11:39:53.067065
Analysis finished2024-10-07 11:40:13.920665
Duration20.85 seconds
Software versionydata-profiling v4.8.3
Download configurationconfig.json

Variables

df_index
Real number (ℝ)

Distinct9941
Distinct (%)24.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4951.7208
Minimum0
Maximum9999
Zeros1
Zeros (%)< 0.1%
Negative0
Negative (%)0.0%
Memory size315.6 KiB
2024-10-07T07:40:14.079961image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile459
Q12432
median4926.5
Q37478
95-th percentile9487.35
Maximum9999
Range9999
Interquartile range (IQR)5046

Descriptive statistics

Standard deviation2903.0755
Coefficient of variation (CV)0.58627608
Kurtosis-1.2061536
Mean4951.7208
Median Absolute Deviation (MAD)2522.5
Skewness0.014328404
Sum1.9992078 × 108
Variance8427847.1
MonotonicityNot monotonic
2024-10-07T07:40:14.265332image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1912 10
 
< 0.1%
3748 10
 
< 0.1%
7672 9
 
< 0.1%
9898 9
 
< 0.1%
9266 9
 
< 0.1%
8310 9
 
< 0.1%
402 9
 
< 0.1%
1410 9
 
< 0.1%
5549 9
 
< 0.1%
4612 9
 
< 0.1%
Other values (9931) 40282
99.8%
ValueCountFrequency (%)
0 1
 
< 0.1%
1 6
< 0.1%
2 7
< 0.1%
3 5
< 0.1%
4 1
 
< 0.1%
5 5
< 0.1%
6 6
< 0.1%
7 4
< 0.1%
8 6
< 0.1%
9 6
< 0.1%
ValueCountFrequency (%)
9999 5
< 0.1%
9998 7
< 0.1%
9997 8
< 0.1%
9996 4
< 0.1%
9995 5
< 0.1%
9994 6
< 0.1%
9993 3
 
< 0.1%
9992 4
< 0.1%
9991 5
< 0.1%
9990 2
 
< 0.1%

patient_id
Real number (ℝ)

UNIQUE 

Distinct40374
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean119859.19
Minimum4
Maximum232225
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size315.6 KiB
2024-10-07T07:40:14.447407image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Quantile statistics

Minimum4
5-th percentile16057.65
Q168247.25
median121926
Q3170138
95-th percentile225278.05
Maximum232225
Range232221
Interquartile range (IQR)101890.75

Descriptive statistics

Standard deviation64031.27
Coefficient of variation (CV)0.53422077
Kurtosis-1.0402521
Mean119859.19
Median Absolute Deviation (MAD)50309
Skewness-0.0060764011
Sum4.8391951 × 109
Variance4.1000036 × 109
MonotonicityNot monotonic
2024-10-07T07:40:14.648847image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
143975 1
 
< 0.1%
136915 1
 
< 0.1%
99463 1
 
< 0.1%
76597 1
 
< 0.1%
192533 1
 
< 0.1%
201062 1
 
< 0.1%
72299 1
 
< 0.1%
106639 1
 
< 0.1%
151484 1
 
< 0.1%
214353 1
 
< 0.1%
Other values (40364) 40364
> 99.9%
ValueCountFrequency (%)
4 1
< 0.1%
5 1
< 0.1%
7 1
< 0.1%
8 1
< 0.1%
9 1
< 0.1%
10 1
< 0.1%
12 1
< 0.1%
14 1
< 0.1%
16 1
< 0.1%
22 1
< 0.1%
ValueCountFrequency (%)
232225 1
< 0.1%
232224 1
< 0.1%
232223 1
< 0.1%
232220 1
< 0.1%
232218 1
< 0.1%
232217 1
< 0.1%
232215 1
< 0.1%
232213 1
< 0.1%
232210 1
< 0.1%
232208 1
< 0.1%
Distinct59
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size315.6 KiB
2024-10-07T07:40:14.970965image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Length

Max length54
Median length31
Mean length14.606578
Min length5

Characters and Unicode

Total characters589726
Distinct characters47
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowEtonogestrel
2nd rowImplanon
3rd rowSuprep Bowel Prep Kit
4th rowEscitalopram
5th rowMirena
ValueCountFrequency (%)
7899
 
11.8%
ethinyl 6258
 
9.4%
estradiol 6258
 
9.4%
levonorgestrel 4158
 
6.2%
etonogestrel 3075
 
4.6%
norethindrone 2002
 
3.0%
nexplanon 1669
 
2.5%
norgestimate 1501
 
2.2%
sulfate 1431
 
2.1%
bupropion 1395
 
2.1%
Other values (59) 31125
46.6%
2024-10-07T07:40:15.511496image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
e 70544
12.0%
o 54876
 
9.3%
n 49849
 
8.5%
r 45787
 
7.8%
t 45748
 
7.8%
i 41047
 
7.0%
l 39366
 
6.7%
a 35974
 
6.1%
26397
 
4.5%
s 23742
 
4.0%
Other values (37) 156396
26.5%

Most occurring categories

ValueCountFrequency (%)
(unknown) 589726
100.0%

Most frequent character per category

(unknown)
ValueCountFrequency (%)
e 70544
12.0%
o 54876
 
9.3%
n 49849
 
8.5%
r 45787
 
7.8%
t 45748
 
7.8%
i 41047
 
7.0%
l 39366
 
6.7%
a 35974
 
6.1%
26397
 
4.5%
s 23742
 
4.0%
Other values (37) 156396
26.5%

Most occurring scripts

ValueCountFrequency (%)
(unknown) 589726
100.0%

Most frequent character per script

(unknown)
ValueCountFrequency (%)
e 70544
12.0%
o 54876
 
9.3%
n 49849
 
8.5%
r 45787
 
7.8%
t 45748
 
7.8%
i 41047
 
7.0%
l 39366
 
6.7%
a 35974
 
6.1%
26397
 
4.5%
s 23742
 
4.0%
Other values (37) 156396
26.5%

Most occurring blocks

ValueCountFrequency (%)
(unknown) 589726
100.0%

Most frequent character per block

(unknown)
ValueCountFrequency (%)
e 70544
12.0%
o 54876
 
9.3%
n 49849
 
8.5%
r 45787
 
7.8%
t 45748
 
7.8%
i 41047
 
7.0%
l 39366
 
6.7%
a 35974
 
6.1%
26397
 
4.5%
s 23742
 
4.0%
Other values (37) 156396
26.5%

condition
Categorical

Distinct41
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size315.6 KiB
birth control
16191 
depression
4002 
anxiety
2006 
weight loss
1974 
obesity
1772 
Other values (36)
14429 

Length

Max length28
Median length27
Mean length13.574058
Min length4

Characters and Unicode

Total characters548039
Distinct characters28
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique1 ?
Unique (%)< 0.1%

Sample

1st rowbirth control
2nd rowbirth control
3rd rowbowel preparation
4th rowdepression
5th rowbirth control

Common Values

ValueCountFrequency (%)
birth control 16191
40.1%
depression 4002
 
9.9%
anxiety 2006
 
5.0%
weight loss 1974
 
4.9%
obesity 1772
 
4.4%
emergency contraception 1408
 
3.5%
vaginal yeast infection 1264
 
3.1%
abnormal uterine bleeding 1237
 
3.1%
smoking cessation 1134
 
2.8%
acne 1072
 
2.7%
Other values (31) 8314
20.6%

Length

2024-10-07T07:40:15.758204image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
birth 16191
21.7%
control 16191
21.7%
depression 4002
 
5.4%
anxiety 3510
 
4.7%
disorde 2836
 
3.8%
weight 1974
 
2.6%
loss 1974
 
2.6%
obesity 1772
 
2.4%
infection 1465
 
2.0%
emergency 1408
 
1.9%
Other values (50) 23416
31.3%

Most occurring characters

ValueCountFrequency (%)
o 57318
10.5%
r 52337
9.5%
t 51982
9.5%
i 51675
 
9.4%
n 46914
 
8.6%
e 43925
 
8.0%
34365
 
6.3%
s 27985
 
5.1%
c 26253
 
4.8%
l 25685
 
4.7%
Other values (18) 129600
23.6%

Most occurring categories

ValueCountFrequency (%)
(unknown) 548039
100.0%

Most frequent character per category

(unknown)
ValueCountFrequency (%)
o 57318
10.5%
r 52337
9.5%
t 51982
9.5%
i 51675
 
9.4%
n 46914
 
8.6%
e 43925
 
8.0%
34365
 
6.3%
s 27985
 
5.1%
c 26253
 
4.8%
l 25685
 
4.7%
Other values (18) 129600
23.6%

Most occurring scripts

ValueCountFrequency (%)
(unknown) 548039
100.0%

Most frequent character per script

(unknown)
ValueCountFrequency (%)
o 57318
10.5%
r 52337
9.5%
t 51982
9.5%
i 51675
 
9.4%
n 46914
 
8.6%
e 43925
 
8.0%
34365
 
6.3%
s 27985
 
5.1%
c 26253
 
4.8%
l 25685
 
4.7%
Other values (18) 129600
23.6%

Most occurring blocks

ValueCountFrequency (%)
(unknown) 548039
100.0%

Most frequent character per block

(unknown)
ValueCountFrequency (%)
o 57318
10.5%
r 52337
9.5%
t 51982
9.5%
i 51675
 
9.4%
n 46914
 
8.6%
e 43925
 
8.0%
34365
 
6.3%
s 27985
 
5.1%
c 26253
 
4.8%
l 25685
 
4.7%
Other values (18) 129600
23.6%

rating
Real number (ℝ)

Distinct10
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6.8069054
Minimum1
Maximum10
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size315.6 KiB
2024-10-07T07:40:15.918009image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q14
median8
Q310
95-th percentile10
Maximum10
Range9
Interquartile range (IQR)6

Descriptive statistics

Standard deviation3.2706596
Coefficient of variation (CV)0.48049141
Kurtosis-1.0411849
Mean6.8069054
Median Absolute Deviation (MAD)2
Skewness-0.6894669
Sum274822
Variance10.697214
MonotonicityNot monotonic
2024-10-07T07:40:16.078725image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
10 11411
28.3%
9 6923
17.1%
1 5376
13.3%
8 4768
11.8%
7 2508
 
6.2%
5 2342
 
5.8%
2 1981
 
4.9%
3 1933
 
4.8%
6 1665
 
4.1%
4 1467
 
3.6%
ValueCountFrequency (%)
1 5376
13.3%
2 1981
 
4.9%
3 1933
 
4.8%
4 1467
 
3.6%
5 2342
 
5.8%
6 1665
 
4.1%
7 2508
 
6.2%
8 4768
11.8%
9 6923
17.1%
10 11411
28.3%
ValueCountFrequency (%)
10 11411
28.3%
9 6923
17.1%
8 4768
11.8%
7 2508
 
6.2%
6 1665
 
4.1%
5 2342
 
5.8%
4 1467
 
3.6%
3 1933
 
4.8%
2 1981
 
4.9%
1 5376
13.3%

date
Date

Distinct3446
Distinct (%)8.5%
Missing0
Missing (%)0.0%
Memory size315.6 KiB
Minimum2008-02-25 00:00:00
Maximum2017-12-12 00:00:00
2024-10-07T07:40:16.262002image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:16.487825image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)

usefulCount
Real number (ℝ)

ZEROS 

Distinct328
Distinct (%)0.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean23.184376
Minimum0
Maximum1291
Zeros2185
Zeros (%)5.4%
Negative0
Negative (%)0.0%
Memory size315.6 KiB
2024-10-07T07:40:16.726996image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q14
median10
Q327
95-th percentile89
Maximum1291
Range1291
Interquartile range (IQR)23

Descriptive statistics

Standard deviation38.562687
Coefficient of variation (CV)1.6633049
Kurtosis145.04823
Mean23.184376
Median Absolute Deviation (MAD)8
Skewness7.4244198
Sum936046
Variance1487.0809
MonotonicityNot monotonic
2024-10-07T07:40:17.129530image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
2 2403
 
6.0%
1 2305
 
5.7%
3 2242
 
5.6%
4 2240
 
5.5%
0 2185
 
5.4%
5 2083
 
5.2%
6 1824
 
4.5%
7 1592
 
3.9%
8 1373
 
3.4%
9 1202
 
3.0%
Other values (318) 20925
51.8%
ValueCountFrequency (%)
0 2185
5.4%
1 2305
5.7%
2 2403
6.0%
3 2242
5.6%
4 2240
5.5%
5 2083
5.2%
6 1824
4.5%
7 1592
3.9%
8 1373
3.4%
9 1202
3.0%
ValueCountFrequency (%)
1291 2
< 0.1%
1247 2
< 0.1%
949 1
< 0.1%
796 1
< 0.1%
693 1
< 0.1%
644 1
< 0.1%
621 1
< 0.1%
556 2
< 0.1%
526 1
< 0.1%
505 2
< 0.1%

review_length
Real number (ℝ)

Distinct231
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean102.21288
Minimum31
Maximum1894
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size315.6 KiB
2024-10-07T07:40:17.348380image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Quantile statistics

Minimum31
5-th percentile41
Q172
median106
Q3134
95-th percentile148
Maximum1894
Range1863
Interquartile range (IQR)62

Descriptive statistics

Standard deviation38.919325
Coefficient of variation (CV)0.3807673
Kurtosis138.91524
Mean102.21288
Median Absolute Deviation (MAD)30
Skewness3.7384973
Sum4126743
Variance1514.7138
MonotonicityNot monotonic
2024-10-07T07:40:17.543747image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
137 684
 
1.7%
140 669
 
1.7%
142 650
 
1.6%
139 647
 
1.6%
141 627
 
1.6%
134 616
 
1.5%
143 605
 
1.5%
138 604
 
1.5%
135 594
 
1.5%
132 589
 
1.5%
Other values (221) 34089
84.4%
ValueCountFrequency (%)
31 194
0.5%
32 170
0.4%
33 160
0.4%
34 181
0.4%
35 180
0.4%
36 200
0.5%
37 200
0.5%
38 203
0.5%
39 216
0.5%
40 193
0.5%
ValueCountFrequency (%)
1894 1
< 0.1%
1107 1
< 0.1%
1103 1
< 0.1%
765 1
< 0.1%
617 1
< 0.1%
566 1
< 0.1%
558 2
< 0.1%
554 1
< 0.1%
532 1
< 0.1%
490 1
< 0.1%

review
Text

Distinct33929
Distinct (%)84.0%
Missing0
Missing (%)0.0%
Memory size315.6 KiB
2024-10-07T07:40:18.132693image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Length

Max length10433
Median length751
Mean length537.13437
Min length134

Characters and Unicode

Total characters21686263
Distinct characters103
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique27486 ?
Unique (%)68.1%

Sample

1st row"my experience has been somewhat mixed. i have been using implanon now for nearly 14 months and have decided to get it removed because i bleed every day, all day. i would occasionally stain my underwear and my sheets. it didn't start out that way, for the first month i didn't bleed at all, then i had an epic two week period, then everything was irregular, which has basically been my new norm, sadly. i decided to get rid of the implanon because of the endless bleeding. i should mention that the bleeding was usually pretty light, a bit more than spotting but not quite a period either. other than the endless bleeding, i've been pretty side effect free, except for minor acne. i didn't get pregnant on it, so yeah! but...blood, a lot of blood."
2nd row"this is my second implanon would not recommend at all....first one was okay for the first 2 years until i started bleeding which never stopped when i woke in the morning i would stand up and be absolutely covered in blood it was that bad.....i lost 2 stone in weight my mood swings were all over the place and it affected my relationship. i was advised to have that one removed and another one inserted which i did which i'm into the second year now and it's starting all over again! the only good thing about this is the reliability that your not going to get pregnant if there's ever a chance that you can have a quick fumble in between periods!! it gets me so down i can be off in the morning and on again at night.....so frustrating"
3rd row"my prep instructions were one 6oz bottle the evening before and one 6oz bottle the morning of the colonoscopy. both times were similar, started working within 20-25 minutes and lasted a couple hours. i mixed with sprite. the review that mentions salty grape cough syrup was spot on. the first bottle wasn't terrible, the second one almost made me puke. compared to other prep experiences i've heard outside of this site i think suprep is probably one of the easier ones, of course everyone reacts different."
4th row"i felt a positive difference within the first week. i also have generalized anxiety and it seems to have helped with it as well. due to my epilepsy, i take the highest dosage that i can, which is 10mg. i feel better but i think 20 would work great."
5th row"i have been on mirena for over a year now and have experienced some side effects. side effects to watch out for are severe mood swings, hair loss, depression, acne, dizziness, headaches, memory loss, and insomnia. "
ValueCountFrequency (%)
i 241801
 
5.9%
and 131487
 
3.2%
the 124167
 
3.0%
to 95149
 
2.3%
it 90351
 
2.2%
my 88903
 
2.2%
a 85934
 
2.1%
for 58439
 
1.4%
was 56284
 
1.4%
have 52734
 
1.3%
Other values (37242) 3101497
75.2%
2024-10-07T07:40:19.293677image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
4120883
19.0%
e 1959109
 
9.0%
t 1558629
 
7.2%
i 1403755
 
6.5%
a 1363661
 
6.3%
o 1239702
 
5.7%
n 1159102
 
5.3%
s 994051
 
4.6%
r 861274
 
4.0%
d 743783
 
3.4%
Other values (93) 6282314
29.0%

Most occurring categories

ValueCountFrequency (%)
(unknown) 21686263
100.0%

Most frequent character per category

(unknown)
ValueCountFrequency (%)
4120883
19.0%
e 1959109
 
9.0%
t 1558629
 
7.2%
i 1403755
 
6.5%
a 1363661
 
6.3%
o 1239702
 
5.7%
n 1159102
 
5.3%
s 994051
 
4.6%
r 861274
 
4.0%
d 743783
 
3.4%
Other values (93) 6282314
29.0%

Most occurring scripts

ValueCountFrequency (%)
(unknown) 21686263
100.0%

Most frequent character per script

(unknown)
ValueCountFrequency (%)
4120883
19.0%
e 1959109
 
9.0%
t 1558629
 
7.2%
i 1403755
 
6.5%
a 1363661
 
6.3%
o 1239702
 
5.7%
n 1159102
 
5.3%
s 994051
 
4.6%
r 861274
 
4.0%
d 743783
 
3.4%
Other values (93) 6282314
29.0%

Most occurring blocks

ValueCountFrequency (%)
(unknown) 21686263
100.0%

Most frequent character per block

(unknown)
ValueCountFrequency (%)
4120883
19.0%
e 1959109
 
9.0%
t 1558629
 
7.2%
i 1403755
 
6.5%
a 1363661
 
6.3%
o 1239702
 
5.7%
n 1159102
 
5.3%
s 994051
 
4.6%
r 861274
 
4.0%
d 743783
 
3.4%
Other values (93) 6282314
29.0%

year
Real number (ℝ)

Distinct10
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2014.5011
Minimum2008
Maximum2017
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size315.6 KiB
2024-10-07T07:40:19.625278image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Quantile statistics

Minimum2008
5-th percentile2009
Q12013
median2015
Q32016
95-th percentile2017
Maximum2017
Range9
Interquartile range (IQR)3

Descriptive statistics

Standard deviation2.3713601
Coefficient of variation (CV)0.0011771451
Kurtosis0.053997461
Mean2014.5011
Median Absolute Deviation (MAD)1
Skewness-1.0194117
Sum81333468
Variance5.6233485
MonotonicityNot monotonic
2024-10-07T07:40:19.891694image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
2016 10128
25.1%
2015 8333
20.6%
2017 7830
19.4%
2014 3079
 
7.6%
2013 2705
 
6.7%
2011 2465
 
6.1%
2012 2140
 
5.3%
2009 1609
 
4.0%
2010 1544
 
3.8%
2008 541
 
1.3%
ValueCountFrequency (%)
2008 541
 
1.3%
2009 1609
 
4.0%
2010 1544
 
3.8%
2011 2465
 
6.1%
2012 2140
 
5.3%
2013 2705
 
6.7%
2014 3079
 
7.6%
2015 8333
20.6%
2016 10128
25.1%
2017 7830
19.4%
ValueCountFrequency (%)
2017 7830
19.4%
2016 10128
25.1%
2015 8333
20.6%
2014 3079
 
7.6%
2013 2705
 
6.7%
2012 2140
 
5.3%
2011 2465
 
6.1%
2010 1544
 
3.8%
2009 1609
 
4.0%
2008 541
 
1.3%

sentiment
Real number (ℝ)

Distinct18128
Distinct (%)44.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.049360133
Minimum-1
Maximum1
Zeros357
Zeros (%)0.9%
Negative14162
Negative (%)35.1%
Memory size315.6 KiB
2024-10-07T07:40:20.185728image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Quantile statistics

Minimum-1
5-th percentile-0.24401414
Q1-0.047367694
median0.055238095
Q30.15555556
95-th percentile0.3203125
Maximum1
Range2
Interquartile range (IQR)0.20292325

Descriptive statistics

Standard deviation0.17886839
Coefficient of variation (CV)3.6237421
Kurtosis2.6139764
Mean0.049360133
Median Absolute Deviation (MAD)0.10139194
Skewness-0.3366228
Sum1992.866
Variance0.0319939
MonotonicityNot monotonic
2024-10-07T07:40:20.566088image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 357
 
0.9%
0.1 164
 
0.4%
0.25 154
 
0.4%
0.15 122
 
0.3%
0.125 117
 
0.3%
0.05 105
 
0.3%
0.1666666667 102
 
0.3%
0.2 102
 
0.3%
0.03333333333 98
 
0.2%
0.3 98
 
0.2%
Other values (18118) 38955
96.5%
ValueCountFrequency (%)
-1 26
0.1%
-0.9765625 1
 
< 0.1%
-0.96875 1
 
< 0.1%
-0.9656612873 1
 
< 0.1%
-0.95 2
 
< 0.1%
-0.9375 1
 
< 0.1%
-0.91 1
 
< 0.1%
-0.9 1
 
< 0.1%
-0.85 1
 
< 0.1%
-0.85 4
 
< 0.1%
ValueCountFrequency (%)
1 12
< 0.1%
0.925 1
 
< 0.1%
0.9 1
 
< 0.1%
0.890625 2
 
< 0.1%
0.875 1
 
< 0.1%
0.85 1
 
< 0.1%
0.8333333333 2
 
< 0.1%
0.8125 1
 
< 0.1%
0.805 1
 
< 0.1%
0.80078125 1
 
< 0.1%

Interactions

2024-10-07T07:40:12.518815image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:06.499754image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:07.600655image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:08.667217image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:09.686980image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:10.582423image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:11.643615image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:12.665849image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:06.649768image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:07.745774image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:08.804044image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:09.805345image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:10.741683image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:11.777230image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:12.782847image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:06.786315image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:07.883929image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:08.957889image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:09.924515image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:10.866698image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:11.899738image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:12.905355image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:06.935876image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:08.019857image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:09.095009image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:10.058738image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:10.985999image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:12.011151image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:13.041987image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:07.117046image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:08.191445image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:09.251837image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:10.204473image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:11.110378image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:12.131901image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:13.189012image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:07.298844image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:08.333863image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:09.406113image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:10.339058image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:11.258806image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:12.290462image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:13.312397image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:07.436247image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:08.489228image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:09.526232image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:10.454291image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:11.366520image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-10-07T07:40:12.387729image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Missing values

2024-10-07T07:40:13.479216image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
A simple visualization of nullity by column.
2024-10-07T07:40:13.704699image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

df_indexpatient_iddrugNameconditionratingdateusefulCountreview_lengthreviewyearsentiment
01143975Etonogestrelbirth control77-Aug-164136"my experience has been somewhat mixed. i have been using implanon now for nearly 14 months and have decided to get it removed because i bleed every day, all day. i would occasionally stain my underwear and my sheets. it didn't start out that way, for the first month i didn't bleed at all, then i had an epic two week period, then everything was irregular, which has basically been my new norm, sadly. \r\r\n\r\r\ni decided to get rid of the implanon because of the endless bleeding. i should mention that the bleeding was usually pretty light, a bit more than spotting but not quite a period either. other than the endless bleeding, i've been pretty side effect free, except for minor acne.\r\r\n\r\r\ni didn't get pregnant on it, so yeah! but...blood, a lot of blood."20160.110472
12106473Implanonbirth control111-May-166140"this is my second implanon would not recommend at all....first one was okay for the first 2 years until i started bleeding which never stopped when i woke in the morning i would stand up and be absolutely covered in blood it was that bad.....i lost 2 stone in weight my mood swings were all over the place and it affected my relationship. i was advised to have that one removed and another one inserted which i did which i'm into the second year now and it's starting all over again! the only good thing about this is the reliability that your not going to get pregnant if there's ever a chance that you can have a quick fumble in between periods!! it gets me so down i can be off in the morning and on again at night.....so frustrating"20160.162384
26207442Suprep Bowel Prep Kitbowel preparation85-Dec-161886"my prep instructions were one 6oz bottle the evening before and one 6oz bottle the morning of the colonoscopy. both times were similar, started working within 20-25 minutes and lasted a couple hours. i mixed with sprite. the review that mentions salty grape cough syrup was spot on. the first bottle wasn't terrible, the second one almost made me puke. compared to other prep experiences i've heard outside of this site i think suprep is probably one of the easier ones, of course everyone reacts different."2016-0.109375
38140845Escitalopramdepression921-Apr-161349"i felt a positive difference within the first week. i also have generalized anxiety and it seems to have helped with it as well. due to my epilepsy, i take the highest dosage that i can, which is 10mg. i feel better but i think 20 would work great."20160.330455
49182520Mirenabirth control115-Jun-094537"i have been on mirena for over a year now and have experienced some side effects. side effects to watch out for are severe mood swings, hair loss, depression, acne, dizziness, headaches, memory loss, and insomnia. "20090.800000
512198830Depo-Proveraabnormal uterine bleeding228-Aug-161564"so i've had two shots so far\r\r\n my period has been heavy when i get it and i spot all month long. i've experienced depression in the past and it seems like it's gotten worse on the shot. i've actually attempted suicide since i've started the shot.my sex drive is crap and my mood swings are crazy. i don't recommend this shot to anyone"2016-0.155556
61345707Fluoxetinedepression117-Apr-121784"i took prozac for about five months 1989-90. i felt buoyant for the first six weeks, then less so. after three months or so, my mood was down and my fingers were stiff and painful upon waking. after four months, both hands and feet were in pain and did not function for an hour after waking. the condition persisted, in an ever-diminishing form, for five years after discontinuation of the medicine. i am told that my reaction was rare; nevertheless, it happened to me."2012-0.114418
718148611Mirenabirth control108-Feb-1740134"i love my iud for many reasons. a lot of these reviews are just based off of the initial side effects and insertion. while i admit it was mildly painful for the first 24 hours and the spotting lasted 1-2 months, i am now 3 years in, and couldn't be happier. my period is 95% lighter and lasts only an hour, i never get cramps anymore, and i am comforted by the fact that it is so reliable! no weight gain or mood changes and my skin is still clear. some people say these cause infertility but that is not true. iuds have undergone many many clinical studies which show that is not the case! don't let people on here scare you :) if you want the facts, go to a credible source. http://www.sciencedirect.com/science/article/pii/0010782485900484"20170.208333
820208115Suprep Bowel Prep Kitbowel preparation82-Jul-122866"not as bad as i was expecting. the taste is like salty cough syrup, but better than nyquil. the volume to drink wasn't insurmountable. and the effect of the wasn't violent. just know that anything you drink after ingesting the dose will be passed soon afterwards for about then next 4 hours. based on all the reviews of other methods, this seems to be the mildest."2012-0.225000
922178269Duloxetinedepression86-Dec-0948126"i take 60 mg of cymbalta for depression for the last 5 years and i've felt a noticeable difference in my mood (depression lifted). i used to cry all the time for any little thing, and now my emotions are in check, no more cry baby! there are a few side effects, including out-of-nowhere jerking. it doesn't happen much, but when it does, it's weird! this is a medicine you cannot miss. i have inadvertently missed a dose and was back to the weepies, to the sadness. before i tried cymbalta, i had tried many, many other antidepressants and they never had any effect on my depression. then there was cymbalta. thank goodness for this medicine. i can't imagine my life without it. what a blessing."2009-0.025000
df_indexpatient_iddrugNameconditionratingdateusefulCountreview_lengthreviewyearsentiment
40364773124603Skylabirth control914-Aug-156138"i got skyla 2 years ago (around $2000 total for 3 years) , and want to get another one the next summer (3 years limit). the insertion of course is never fun, no surgery of any form will be - but i was well enough to enjoy movies that night with friends. my periods have gotten lighter and it's effective in preventing pregnancy. the only grief i have received from the little iud was monthly cramps that i associate with 'my body trying to get rid of it' and sometimes it's so painful i have to curl on the floor, stay still, and sometimes whimper and cry. however, i'm a big girl and it's perhaps twice as painful as my normal menstrual cramping and i'd rather have that once a month than a child i'm not ready for."2015-0.106250
4036577554807Bupropion / naltrexoneweight loss122-Feb-1715129"i've been on contrave for just over 8 weeks now. i never experienced any of the side effects. i also have not lost any weight. i don't feel any differently about food and can't say i feel any less hungry. i am so disappointed and frustrated. today i called contrave to ask about the scale down program. i learned it involves getting a free smart scale. you can keep the scale but after 90 days if you want to keep the "smart" function you have to pay for the service. i also told him that i had not lost any weight and he said this is an "adverse effect" and that he needs to report it as such?? a colleague of mine uses this product and has great success."2017-0.020304
4036677985830Ethinyl estradiol / norgestimatebirth control97-Nov-139113"i tried bcp in college, but they aggravated my migraines. at age 23, my neurologist said that because most of my migraines occurred just before my period, orthotricylen would work for me. my migraines got better, my already clear complexion become clearer, and my periods lightened. however, the first three months were tough. my breasts swelled from a 34c to a 34d+ (enough to buy a bigger bra), i was easily enraged, and i became a bit of a space cadet - but it all went away after the first 3 months. i also never got pregnant until after taking this pill. if you have migraines, talk to your neurologist about this pill."20130.197778
4036778631213Miconazolevaginal yeast infection117-Oct-1619129"i need you to read my story, as it may one day save your vagina's life!\r\nlast night, whilst wiggle-itching my way through kroger, i decided to purchase miconazole 1.\r\ni made the deposit at 11pm and hit the hay. at 2am, my vagina spontaneously combusted! i tried to wipe/rinse/claw the satan sauce from my vag, to no avail! i even laid spread eagle and quivering in front of a fan . \r\ni finally found some vagisil cooling wipes around 5am, and subsequently passed out.\r\ntoday, my vagina is swollen 4x its natural size...i'm barely walking, but when i do, it's an awkward cowgirl shuffle. i had to use a personal day from work.\r\ni'm applying back to back vagisil treatments, but i'm raw...so incredibly sore, swollen, and raw!"20160.091587
40368788167113Levonorgestrelbirth control78-Jun-160132"well i just got the skyla put in yesterday morning, so far i've been quite crampy but it's a little different than regular period cramps, it's like i can feel the iud in there and maybe it just needs to get situated but i feel like it's not sitting comfortably yet. during my appt. everything was fine although i read a bunch of reviews and psyched myself out, but the doctor explained the process to me and answered my questions. the whole application process was just crampy although one of the applicators opened prematurely right in my cervix which caused a little pain (my doctor said she hadn't ever seen that before) overall, don't let people with low pain tolerances affect your decision about getting skyla. just be prepared for cramps! :)"20160.127282
4036978973634Ethinyl estradiol / norethindronebirth control58-Jan-1313119"my ob/gyn put me on this pill because i have ovarian cysts that rupture causing severe pain and he said the hormones would prevent that from happening. i've been on it for about 2 weeks or so now and my main problem with it is that i get a migrane almost every single day now and i feel nauseous every single day and it gets worse at night. i also experience strong food cravings and certain smells make me feel like puking or thinking about certain foods makes me feel sick to my stomach too. other than that, its great. i guess. i've never been on birth control before so i guess its doing what its supposed to. "20130.044643
40370792165612Levonorgestrelemergency contraception1026-Apr-178101"i had sex for the first time on april 10th. we didn't use protection, it was kinda in the moment so we didn't think about it. he didn't cum inside of me but he had cum before earlier in the night. i was terrifed that i might have gotten pregnant from the precum. especially since i was supposed to be ovulating. i took a plan b 10 hours later. i got nausea, cramps, backaches, headaches, acne, the works. i thought i was pregnant but it was just the side effects. my period came a day late, i started today, april 26th."20170.088095
40371794148683Mirenabirth control924-Sep-165132"switched from combination pill to mirena after 5 years on the pill. i'm 27 and have never been pregnant.\r\r\nthe insertion was. the worst thing i've ever experienced ! almost fainted. the following 8 hours i had really bad cramps (never really had them before), i'd say a 8/10. also threw up six times and got diarrhoea. strange! the following 5 days light spotting, then light period (as planned) for about a week. \r\r\nit's now been almost 8 weeks since insertion, got my second period which was very light compared to being on the pill. apart from the horrible insertion i'm very content with mirena, absolutely worth it! also much cheaper as my pill cost around $10 each month and the mirena only $70 for five years, perk of living in sweden."20160.033284
40372796138772Phentermineweight loss107-Sep-125578"after suffering from bulimia for many years and not being able to control my binge eating i started taking fastin. i only take 1 1/2 pills a day (i'm only 115 lbs and not looking for significant weight loss) and that is enough to help me fight my urge to stress eat. in fact when i was taking 2 pills a day i found myself forgetting to eat. i still feel a little jittery after taking them. "20120.169643
40373797113023Bisacodylconstipation421-Oct-161294"well i took this to help get the pipes moving when they hadn't for a few days on a camping trip. first night back at home and i took of them with a lot of water at 11:30 pm. within 2 hours the gi cramping started, and continued and got progressively worse, sweats, nausea. the pipes moving sound loud rumbles started at about 4 am and continued through about 5 pm. it was awful.. awful. colonoscopy prep was better. i don't think i'll use this product again. i would not reccomend this to anyone."2016-0.150000